The apartment felt like a tomb. Each object, each memory, served as a painful reminder. She was trying to recover, but everything was hurting.

She pulled a book from her shelf, a book she had loved as a child, hoping to find some comfort. An old, tarnished locket tumbled out. Inside, a tiny photograph of a smiling face.

She held the locket to her chest, her body trembling. The picture, a relic from the past, dredged up a wave of bittersweet feelings. She felt a profound sense of loss, a poignant awareness of time passing, of change, of the fleeting nature of happiness. The locket reminded her of all she'd lost.

Emotion: vulnerable

Cluster: Fear / Anxiety
PC1 (Valence): -2.07 Negative
PC2 (Disposition): -0.69

Role in Research

This story is one of 1,000 stories generated for the emotion vulnerable. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 vulnerable stories, after denoising with neutral dialogue baselines, produces the vulnerable emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the vulnerable vector is projected through the unembedding matrix.

Promoted:
S0.327
ness0.319
😞0.299
😔0.277
😣0.258
Suppressed:
de-0.567
la-0.488
l-0.271
(!)-0.267
(!)-0.257